Deepak Ganesan
University of Massachusetts Amherst · Epidemiology
Active 2001–2024
Research topics
- Computer Science
- Artificial Intelligence
- Embedded system
- Telecommunications
- Optics
- Operating system
- Data science
- Human–computer interaction
- Computer vision
- Computer architecture
Selected publications
Multimodal Smart Eyewear for Longitudinal Eye Movement Tracking
Matter · 2020 · 55 citations
- Computer Science
- Artificial Intelligence
- Computer Science
Proceedings of the 28th Annual International Conference on Mobile Computing And Networking · 2020 · 67 citations
- Computer Science
- Artificial Intelligence
- Computer Science
Recent years have seen dramatic advances in low-power neural accelerators that aim to bring deep learning analytics to IoT devices; simultaneously, there have been considerable advances in the design of low-power radios to enable efficient compute offload from IoT devices to the cloud. Neither is a panacea --- deep learning models are often too large for low-power accelerators and bandwidth needs are often too high for low-power radios. While there has been considerable work on deep learning for smartphone-class devices, these methods do not work well for small battery-powered IoT devices that are considerably more resource-constrained.
Recent grants
CSR: Small: Towards Autonomous, Ultra-Low Power RFID-Scale Sensing Systems
NSF · $522k · 2012–2016
Validation of a Remote Wireless Sensor Network (WSN) Approach to the Individualiz
NIH · $780k · 2012–2015
CSR: Small: System and Network Support for Harvesting-aware Solar Sensor Networks
NSF · $450k · 2009–2013
CAREER: Addressing Data and Energy Management Challenges in Hierarchical Sensor Networks
NSF · $482k · 2006–2012
NeTS-NOSS: STONES: Storage-Centric Networked Embedded Systems
NSF · $520k · 2006–2010
Frequent coauthors
- 42 shared
Benjamin M. Marlin
- 36 shared
Tauhidur Rahman
- 36 shared
Deborah Estrin
Cornell University
- 29 shared
Ali Kiaghadi
University of Massachusetts Amherst
- 27 shared
Prashant Shenoy
- 24 shared
Jeremy Gummeson
University of Massachusetts Amherst
- 22 shared
Manasa Kalanadhabhatta
Amherst College
- 21 shared
Trisha L. Andrew
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